Data Science Dojo

AUGUST 3, 2023

A vector database is a type of database that stores data as high-dimensional vectors. One way to think about a vector database is as a way of storing and organizing data that is similar to how the human brain stores and organizes memories. Pinecone is a vector database that is designed for machine learning applications.

Database 195

Database Natural Language Processing Machine Learning Machine Learning 195

KDnuggets

SEPTEMBER 28, 2022

7 Machine Learning Portfolio Projects to Boost the Resume • How to Select Rows and Columns in Pandas Using [ ],loc, iloc,at and.iat • Decision Tree Algorithm, Explained • Free SQL and Database Course • 5 Tricky SQL Queries Solved.

Machine Learning 333

Machine Learning Machine Learning Decision Trees SQL 333

Hacker News

DECEMBER 11, 2023

for databases users in terms of slow query performance, long query result transfer times, usability-issues of SQL in web applications and object-relational mappers. We extend the SELECT-clause of SQL by a keyword 'RESULTDB' to support returning a result database. This design decision has far reaching consequences. (1.)

SQL 175

SQL Database Algorithm 175

Flipboard

NOVEMBER 17, 2023

The top vector databases are known for their versatility, performance, scalability, consistency, and efficient algorithms in storing, indexing, and querying vector embeddings for AI applications.

Database 171

Database Algorithm AI AI 171

Data Science Dojo

JANUARY 22, 2025

Here’s a guide to choosing the right vector embedding model Importance of Vector Databases in Vector Search Vector databases are the backbone of efficient and scalable vector search. They use specialized indexing techniques, like Approximate Nearest Neighbor (ANN) algorithms, to speed up searches without compromising accuracy.

Database 195

Database ML ML AI 195

Data Science Dojo

OCTOBER 4, 2024

Their work involves designing experiments to test computing theories, developing new computing languages, and creating algorithms to improve software and hardware performance. Mathematical Aptitude: Proficiency in advanced mathematics, including calculus and discrete mathematics, which are essential for developing algorithms and models.

Computer Science 409

Computer Science Computer Science Database Administration Data Scientist 409

Data Science Dojo

OCTOBER 31, 2024

Research Data Scientist Description : Research Data Scientists are responsible for creating and testing experimental models and algorithms. Applied Machine Learning Scientist Description : Applied ML Scientists focus on translating algorithms into scalable, real-world applications.

Data Science 195

Data Science Data Scientist Machine Learning Machine Learning 195

Data Science Dojo

JUNE 14, 2023

Learn how the synergy of AI and Machine Learning algorithms in paraphrasing tools is redefining communication through intelligent algorithms that enhance language expression. Machine learning algorithms Machine learning is a subset of AI. Which is also our topic today. Specifically, the paraphrasing of text with the help of AI.

Machine Learning 195

Machine Learning Machine Learning Algorithm AI 195

KDnuggets

OCTOBER 20, 2022

Free Python for Data Science Course • 7 Machine Learning Portfolio Projects to Boost the Resume • Free Algorithms in Python Course • How to Select Rows and Columns in Pandas • 5 Data Science Skills That Pay & 5 That Don't • Everything You’ve Ever Wanted to Know About Machine Learning • Free SQL and Database Course • 7 Data Analytics Interview (..)

Data Science 282

Data Science Python Machine Learning Machine Learning 282

Dataconomy

APRIL 27, 2023

What is an online transaction processing database (OLTP)? But the true power of OLTP databases lies beyond the mere execution of transactions, and delving into their inner workings is to unravel a complex tapestry of data management, high-performance computing, and real-time responsiveness.

Database 159

Database Data Scientist Data Mining Data Mining 159

Data Science Dojo

JUNE 14, 2023

Learn how the synergy of AI and ML algorithms in paraphrasing tools is redefining communication through intelligent algorithms that enhance language expression. Paraphrasing tools in AI and ML algorithms Machine learning is a subset of AI. Specifically, the paraphrasing of text with the help of AI.

Machine Learning 195

Machine Learning Machine Learning Algorithm AI 195

Data Science Dojo

JUNE 14, 2023

Learn how the synergy of AI and ML algorithms in paraphrasing tools is redefining communication through intelligent algorithms that enhance language expression. Paraphrasing tools in AI and ML algorithms Machine learning is a subset of AI. Specifically, the paraphrasing of text with the help of AI.

Machine Learning 195

Machine Learning Machine Learning Algorithm AI 195

Hacker News

AUGUST 3, 2024

Database administrators (DBAs) play an important role in managing, maintaining and optimizing database systems. However, it is hard and tedious for DBAs to manage a large number of databases and give timely response (waiting for hours is intolerable in many online cases). under 10 minutes compared to hours by a DBA).

Database Administration 107

Database Administration Database Algorithm 107

Analytics Vidhya

JANUARY 4, 2022

Overview In this article, we will be predicting that whether the patient has diabetes or not on the basis of the features we will provide to our machine learning model, and for that, we will be using the famous Pima Indians Diabetes Database. Image […].

Machine Learning 400

Machine Learning Machine Learning Data Science Database 400

Data Science Dojo

MAY 10, 2023

They require strong programming skills, expertise in machine learning algorithms, and knowledge of data processing. They require strong programming skills, expertise in data processing, and knowledge of database management. They require strong database management skills, expertise in data modeling, and knowledge of database design.

Data Science 326

Data Science Data Scientist Database Administration Machine Learning 326

Data Science Dojo

OCTOBER 23, 2023

Any serious applications of LLMs require an understanding of nuances in how LLMs work, embeddings, vector databases, retrieval augmented generation (RAG), orchestration frameworks, and more. Vector Similarity Search This video explains what vector databases are and how they can be used for vector similarity searches.

Database 343

Database Data Analysis Data Analysis Artificial Intelligence 343

Flipboard

MARCH 17, 2025

Algorithms: Design and Analysis Algorithms: Design and Analysis Part 2 American Prophet: The Inner Life and Global Vision of Martin Luther King, Jr. These are the best Stanford University courses you can take for free this month.

Computer Science 154

Computer Science Computer Science Database SQL 154

Hacker News

MAY 18, 2024

Researchers say their new algorithm trained on a database of TV show clips can detect sarcasm 75% of the time.

Database 160

Database Algorithm 160

AWS Machine Learning Blog

NOVEMBER 13, 2024

It works by analyzing the visual content to find similar images in its database. Store embeddings : Ingest the generated embeddings into an OpenSearch Serverless vector index, which serves as the vector database for the solution. To do so, you can use a vector database. Retrieve images stored in S3 bucket response = s3.list_objects_v2(Bucket=BUCKET_NAME)

AWS 112

AWS Database K-nearest Neighbors AI 112

Data Science Dojo

NOVEMBER 5, 2024

It covers a range of topics including generative AI, LLM basics, natural language processing, vector databases, prompt engineering, and much more. You get a chance to work on various projects that involve practical exercises with vector databases, embeddings, and deployment frameworks.

Data Science 195

Data Science Azure Natural Language Processing Database 195

PyImageSearch

DECEMBER 23, 2024

Or think about a real-time facial recognition system that must match a face in a crowd to a database of thousands. These scenarios demand efficient algorithms to process and retrieve relevant data swiftly. This is where Approximate Nearest Neighbor (ANN) search algorithms come into play.

K-nearest Neighbors 101

K-nearest Neighbors Algorithm Deep Learning Deep Learning 101

Dataconomy

MAY 17, 2024

However, ethical concerns have risen to dominate as these artificial intelligence systems including machine learning algorithms penetrate our daily lives. How this AI biasness algorithms and Machine learning working practically that you can understanding from multiple AI tutorial or Data Science Course available online.

Machine Learning 121

Machine Learning Machine Learning Algorithm Artificial Intelligence 121

Data Science Dojo

JANUARY 25, 2024

They ensure efficient representation of multi-dimensional databases that are easier for AI algorithms to process. Source: robkerr.ai Key roles of vector embeddings in generative AI Generative AI relies on vector embeddings to understand the structure and semantics of input data.

AI 368

AI AI Algorithm Natural Language Processing 368

Data Science Dojo

OCTOBER 24, 2024

It also connects effortlessly with collaboration tools like Airtable, Trello, Figma, and Notion, as well as databases including Pandas, MongoDB, and Microsoft databases. For instance, a healthcare application could integrate patient data from a secure database with the latest medical research.

Database 443

Database Natural Language Processing AI AI 443

Dataconomy

MARCH 26, 2024

However, ethical concerns have risen to dominate as these artificial intelligence systems including machine learning algorithms penetrate our daily lives. How this AI biasness algorithms and Machine learning working practically that you can understanding from multiple AI tutorial or Data Science Course available online.

Machine Learning 127

Machine Learning Machine Learning Algorithm Artificial Intelligence 127

Dataconomy

MAY 10, 2024

However, ethical concerns have risen to dominate as these artificial intelligence systems including machine learning algorithms penetrate our daily lives. How this AI biasness algorithms and Machine learning working practically that you can understanding from multiple AI tutorial or Data Science Course available online.

Machine Learning 113

Machine Learning Machine Learning Algorithm Artificial Intelligence 113

Analytics Vidhya

FEBRUARY 4, 2023

The cryptographic algorithms used in blockchain ensure the integrity and immutability of the data, making it resistant to tampering or unauthorized […] The post Ensuring Secure Data Management With Blockchain Technology appeared first on Analytics Vidhya.

Algorithm 305

Algorithm Analytics Analytics Database 305

Dataconomy

JANUARY 21, 2025

There are endless formats, spreadsheets, databases, images, and random text blobs. An algorithm cant reach star status if forced to comb through chaotic bits and bytes. Suddenly, their algorithms start gliding through training sessions without crashing every couple of hours. However, not all munchies arrive in neat containers.

Artificial Intelligence 113

Artificial Intelligence Artificial Intelligence Algorithm Machine Learning 113

Data Science Dojo

MARCH 18, 2024

This means that when you ask a RAG-powered model a question, it doesn’t just rely on what it learned during training; instead, it can consult a vast, constantly updated external database to provide an accurate and relevant answer. But what exactly is a vector database? Why vectors?:

Database 331

Database Natural Language Processing AI AI 331

Hacker News

SEPTEMBER 12, 2023

However, the costs of an in-memory cache database could become significant for larger-scale projects. In this blog post, I'll describe optimizing the Rails caching mechanism using the Brotli compression algorithm instead of the default Gzip. Caching is an effective way to speed up the performance of Rails applications.

Database 146

Database Algorithm 146

Dataconomy

SEPTEMBER 22, 2023

Databases are the unsung heroes of AI Furthermore, data archiving improves the performance of applications and databases. By removing infrequently accessed data from primary storage systems, organizations can improve the performance of their applications and databases, which can lead to increased productivity and efficiency.

Clustering 185

Clustering Algorithm Data Classification Machine Learning 185

Data Science Dojo

DECEMBER 6, 2023

Step 3: Storage in vector database After extracting text chunks, we store and index them for future searches using the RAG application. Vector Stores: Vector stores are specialized databases designed to efficiently store and search for high-dimensional vectors, such as text embeddings.

Database 357

Database Data Preparation Algorithm AI 357

O'Reilly Media

NOVEMBER 19, 2024

Store these chunks in a vector database, indexed by their embedding vectors. The various flavors of RAG borrow from recommender systems practices, such as the use of vector databases and embeddings. Here’s a simple rough sketch of RAG: Start with a collection of documents about a domain. Split each document into chunks.

Database 125

Database AI AI Natural Language Processing 125

Hacker News

DECEMBER 23, 2024

HNSW (Hierarchical Navigable Small World) has become the go-to algorithm for many vector databases. Its multi-layered graph structure and ability to efficiently navigate vector embeddings make it particularly appealing. However, despite its apparent.

Database 115

Database Algorithm 115

Data Science Dojo

JULY 5, 2023

Getting your ML model ready for action: This stage involves building and training a machine learning model using efficient machine learning algorithms. For data scrapping a variety of sources, such as online databases, sensor data, or social media. Cleaning data: Once the data has been gathered, it needs to be cleaned.

Machine Learning 195

Machine Learning Machine Learning EDA ML 195

AWS Machine Learning Blog

DECEMBER 6, 2023

In this blog post, we’ll explore how to deploy LLMs such as Llama-2 using Amazon Sagemaker JumpStart and keep our LLMs up to date with relevant information through Retrieval Augmented Generation (RAG) using the Pinecone vector database in order to prevent AI Hallucination. Sign up for a free-tier Pinecone Vector Database.

Database 116

Database AWS ML ML 116

Data Science Dojo

NOVEMBER 18, 2023

Any serious applications of LLMs require an understanding of nuances in how LLMs work, embeddings, vector databases, retrieval augmented generation (RAG), orchestration frameworks, and more. This talk will introduce you to the fundamentals of large language models and its emerging architectures.

Deep Learning 312

Deep Learning Deep Learning Database Natural Language Processing 312